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Talk like a Graph : Encoding Graphs for LLMs

In this note, I will cover the following paper "Talk like a Graph : Encoding Graphs for LLMs". It provides a comprehensive study of encoding graph-structured data as texts by LLMs.

1. Overview

  1. LLMs performance on graph task varies because of :

    • Graph encoding method
    • Nature of graph task
    • Structure of graph